Modeling and Optimization of Process Parameters for Surface roughness and Cutting Forces on End Milling using RSM and Taguchi Method

H. Abdu, Sayed Mohamed, Adel Morad, Abd.Elhameed Abd.Elhameed, Moustafa Moustafa
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Abstract

End milling is one of the most used machining techniques for removing metal from objects and milled surfaces. It is widely used in tools, aerospace, automotive, machine design, and production for joining other parts. Surface roughness is a crucial indicator of a product's technological excellence and a component that significantly affects manufacturing costs. The effects of several factors of the milling process, such as rotational speed, cutting speed, depth of cut, number of cutting edges and feed rate, find their influence on the surface finish. Surface roughness, cutting forces, and material removal rate were chosen as process responses. Taguchi method and the RSM in the evaluation and optimization of the machining parameters of end milling for the machining of Al 6063/SiO 2 by using Minitab 19. The vertical milling machine was used to perform experiments based on the Taguchi L 27 orthogonal array. The rotational speed, cutting speed, weight percentages of Nano SiO 2 (1, 3 and 5), number of cutting edges, feed rate, and depth of cut were considered machining parameters. According to ANOVA results, additions and cutting speed are the factors that have the greatest impact on the model metal removal rate.
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使用 RSM 和田口方法对立铣刀表面粗糙度和切削力的工艺参数进行建模和优化
端铣是最常用的加工技术之一,用于去除物体和铣削表面的金属。它广泛应用于工具、航空航天、汽车、机械设计和连接其他零件的生产中。表面粗糙度是衡量产品技术优劣的重要指标,也是严重影响制造成本的组成部分。铣削过程中的几个因素,如转速、切削速度、切削深度、切削刃数量和进给量,都会对表面粗糙度产生影响。表面粗糙度、切削力和材料去除率被选为工艺响应。使用 Minitab 19 对加工 Al 6063/SiO 2 的端铣加工参数进行了田口法和 RSM 评估和优化。立式铣床采用田口 L 27 正交阵列进行实验。转速、切削速度、纳米 SiO 2 的重量百分比(1、3 和 5)、切削刃数量、进给量和切削深度被视为加工参数。根据方差分析结果,添加量和切削速度是对模型金属去除率影响最大的因素。
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